{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "HEIGHT = 4 # Height is from 1 ~ 4\n",
    "WINSIZE = 10 # we can set \n",
    "LINES = 1000 # 用前1000行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "@Time    :2020/1/9 19:20\n",
    "@Author  : 梁家熙\n",
    "@Email:  :11849322@mail.sustech.edu.cn\n",
    "\"\"\"\n",
    "import json\n",
    "from tqdm import tqdm\n",
    "import random\n",
    "from pprint import pprint\n",
    "import os\n",
    "import collections\n",
    "from typing import List, Dict, Tuple\n",
    "import logging\n",
    "\n",
    "logger = logging.getLogger(__name__)\n",
    "logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(levelname)s - %(message)s')\n",
    "\n",
    "from fastai import *\n",
    "from fastai.vision import *\n",
    "torch.cuda.set_device(1)\n",
    "\n",
    "torch.multiprocessing.set_sharing_strategy('file_system')\n",
    "class ImgSeq(ItemBase):\n",
    "    def __init__(self, imgs):\n",
    "        assert len(imgs.shape) == 4\n",
    "        self.imgs = imgs\n",
    "\n",
    "    def __str__(self):\n",
    "        return str(self.imgs.shape)\n",
    "    @property\n",
    "    def data(self):\n",
    "        return self.imgs\n",
    "\n",
    "# 为了并行加速而使用的函数\n",
    "def func(o, i, height):\n",
    "    data = [int(x) for x in o.split(',')[-1].split(' ')]\n",
    "    if len(data) != 60 * 101 * 101: return None\n",
    "\n",
    "    t_pic = []\n",
    "    for ind in range(height, 60, 4):\n",
    "        sta = ind * 101 * 101\n",
    "        end = sta + 101 * 101\n",
    "        pic = data[sta: end]\n",
    "        pic = torch.FloatTensor(pic).view(1, 101, 101)\n",
    "        t_pic.append(pic)\n",
    "    t_pic = torch.stack(t_pic)\n",
    "    assert len(t_pic.shape) == 4\n",
    "    return t_pic\n",
    "\n",
    "# 为了并行加速\n",
    "def load_from_file(pth, height = 4):\n",
    "    assert 1<=height<=4\n",
    "    height -= 1\n",
    "    with open(pth) as f:\n",
    "        lines = f.readlines()[:LINES]\n",
    "    ret = parallel(partial(func, height = height), lines)\n",
    "    print(f\"{len(ret)}\")\n",
    "    ret = [w for w in ret if w is not None]\n",
    "    print(f'{len(ret)}')\n",
    "    return torch.stack(ret)\n",
    "\n",
    "def generate_win(data, winsize):\n",
    "    for i in range(len(data) - winsize + 1):\n",
    "        yield data[i: i + winsize]\n",
    "\n",
    "class ImageSeqList(ItemList):\n",
    "\n",
    "    def __init__(self, items, *args, **kwargs):\n",
    "        super(ImageSeqList, self).__init__(items)\n",
    "\n",
    "    @classmethod\n",
    "    def from_file(cls, file, height = 4, winsize = 10):\n",
    "        data = load_from_file(file, height)\n",
    "        assert len(data.shape) == 5 # datalen, seqlen, channel, imgsize. imgsize\n",
    "        items = []\n",
    "        for d in data:\n",
    "            for img in generate_win(d, winsize = winsize):\n",
    "                assert len(img.shape) == 4\n",
    "                img = img / 255\n",
    "                items.append(ImgSeq(img))\n",
    "        return cls(items)\n",
    "\n",
    "    def reconstruct(self, t:Tensor, x:Tensor=None):\n",
    "        # ret = []\n",
    "        # for w in t:\n",
    "        #     a = torch.ones((1,101,1))\n",
    "        #     w = torch.cat([w, a], -1)\n",
    "        #     ret.append(w)\n",
    "        # ret = torch.cat(ret, -1)\n",
    "        # return Image(ret)\n",
    "        return Image(torch.cat([w for w in t], -1))\n",
    "\n",
    "    def show_xys(self, xs, ys, imgsize: int = 4, figsize: Optional[Tuple[int, int]] = None, **kwargs):\n",
    "        \"Show the `xs` (inputs) and `ys` (targets) on a figure of `figsize`.\"\n",
    "        rows = len(xs)\n",
    "\n",
    "        axs = subplots(rows, 2, imgsize=imgsize, figsize=figsize)\n",
    "        for i in range(0, len(axs.flatten()), 2):\n",
    "            ax = axs.flatten()[i]\n",
    "            index = i // 2\n",
    "            x = xs[index]\n",
    "            y = ys[index]\n",
    "            x.show(ax=ax, **kwargs)\n",
    "            y.show(ax=axs.flatten()[i + 1], **kwargs)\n",
    "        #         for ax in axs.flatten()[len(xs):]: ax.axis('off')\n",
    "        plt.tight_layout()\n",
    "\n",
    "    def show_xyzs(self, xs, ys, zs, imgsize: int = 4, figsize: Optional[Tuple[int, int]] = None, **kwargs):\n",
    "        \"Show `xs` (inputs), `ys` (targets) and `zs` (predictions) on a figure of `figsize`.\"\n",
    "        if self._square_show_res:\n",
    "            title = 'Ground truth\\nPredictions'\n",
    "            rows = int(np.ceil(math.sqrt(len(xs))))\n",
    "            axs = subplots(rows, rows, imgsize=imgsize, figsize=figsize, title=title, weight='bold', size=12)\n",
    "            for x, y, z, ax in zip(xs, ys, zs, axs.flatten()): x.show(ax=ax, title=f'{str(y)}\\n{str(z)}', **kwargs)\n",
    "            for ax in axs.flatten()[len(xs):]: ax.axis('off')\n",
    "        else:\n",
    "            title = 'Ground truth/Predictions'\n",
    "            axs = subplots(len(xs), 2, imgsize=imgsize, figsize=figsize, title=title, weight='bold', size=14)\n",
    "            for i, (x, y, z) in enumerate(zip(xs, ys, zs)):\n",
    "                z._px = z._px.unsqueeze(0).float()\n",
    "                y._px = y._px.float()\n",
    "                x.show(ax=axs[i, 0], y=y, **kwargs)\n",
    "                x.show(ax=axs[i, 1], y=z, **kwargs)\n",
    "\n",
    "def label_func(input):\n",
    "    y = input.imgs[1:, ... ]\n",
    "    input.imgs = input.imgs[:-1, ...] # modify\n",
    "    assert torch.equal(y[:-1, ...], input.imgs[1:, ...])\n",
    "    return y\n",
    "\n",
    "def collate(samples):\n",
    "    batch_x, batch_y = zip(*samples)\n",
    "    batch_x = torch.stack([w.data for w in batch_x])\n",
    "    batch_y = torch.stack([w.data for w in batch_y])\n",
    "    assert torch.equal(batch_x[:, 1:, ...], batch_y[:, :-1, ...])\n",
    "    return batch_x, batch_y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "databunch 的 pin_memory设置为True，数据则会同时放入GPU中，这样数据量一大，就会出out of memory （？？？？）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1000\n",
      "1000\n"
     ]
    }
   ],
   "source": [
    "BATCHSIZE = 8\n",
    "data_pth = Path('./data_new/CIKM2017_train/train.txt')\n",
    "data = ImageSeqList.from_file(data_pth, height=HEIGHT, winsize=WINSIZE) # construct MyImageList which contains itembase\n",
    "data = data.split_by_rand_pct(0.15) # ItemLists which contains trains and valids\n",
    "data = data.label_from_func(label_func, label_cls = ImageSeqList)\n",
    "data = data.databunch(bs = BATCHSIZE, collate_fn = collate, pin_memory = False, device = torch.device('cpu')) # to debug, we set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1440 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.show_batch(title = \"Preview / Next\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from convlstm import *\n",
    "def get_model():\n",
    "    encoder = ConvLSTM(input_size=(101, 101),\n",
    "                 input_dim=1,\n",
    "                 hidden_dim=[64, 64, 1],\n",
    "                 kernel_size=(3, 3),\n",
    "                 num_layers=3,\n",
    "                 batch_first=True,\n",
    "                 bias=True,\n",
    "                 return_all_layers=False)\n",
    "\n",
    "    model = Encorder(encoder)\n",
    "    return model\n",
    "\n",
    "def loss_func(x, y):\n",
    "\n",
    "    x = x.view(-1).float()\n",
    "    y = y.view(-1).float()\n",
    "    assert len(x) == len(y), f'{len(x)} {len(y)}'\n",
    "    y = y.to(x.device)\n",
    "    return F.mse_loss(x, y)\n",
    "\n",
    "model = get_model()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Encorder\n",
       "======================================================================\n",
       "Layer (type)         Output Shape         Param #    Trainable \n",
       "======================================================================\n",
       "Conv2d               [256, 101, 101]      150,016    True      \n",
       "______________________________________________________________________\n",
       "Conv2d               [256, 101, 101]      295,168    True      \n",
       "______________________________________________________________________\n",
       "Conv2d               [4, 101, 101]        2,344      True      \n",
       "______________________________________________________________________\n",
       "\n",
       "Total params: 447,528\n",
       "Total trainable params: 447,528\n",
       "Total non-trainable params: 0\n",
       "Optimized with 'torch.optim.adam.Adam', betas=(0.9, 0.99)\n",
       "Using true weight decay as discussed in https://www.fast.ai/2018/07/02/adam-weight-decay/ \n",
       "Loss function : function\n",
       "======================================================================\n",
       "Callbacks functions applied "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learner = Learner(data, model, loss_func = loss_func)\n",
    "learner.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1440 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learner.show_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21201"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gc.collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Encorder(\n",
       "  (encoder): ConvLSTM(\n",
       "    (cell_list): ModuleList(\n",
       "      (0): ConvLSTMCell(\n",
       "        (conv): Conv2d(65, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "      )\n",
       "      (1): ConvLSTMCell(\n",
       "        (conv): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "      )\n",
       "      (2): ConvLSTMCell(\n",
       "        (conv): Conv2d(65, 4, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "      )\n",
       "    )\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learner.model.cuda(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    }
   ],
   "source": [
    "learner.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min numerical gradient: 5.75E-04\n",
      "Min loss divided by 10: 1.74E-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learner.recorder.plot(suggestion=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.002503</td>\n",
       "      <td>0.002492</td>\n",
       "      <td>25:56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learner.fit_one_cycle(1,1e-2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1440 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learner.show_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='0' class='' max='3', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      0.00% [0/3 00:00<00:00]\n",
       "    </div>\n",
       "    \n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table><p>\n",
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='2' class='' max='637', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      0.31% [2/637 00:06<32:26 0.0022]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learner.fit_one_cycle(3,1e-2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "liangjiaxi",
   "language": "python",
   "name": "liangjiaxi"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
